{"id":"W7116722331","doi":"10.33137/jns.v4i1.46635","title":"Contact Us","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005870563,0.0009909247,0.0008702239,0.003099819,0.002590624,0.003587453,0.001061786,0.001563327,0.9358853],"category_scores_gemma":[0.003880316,0.0004449335,0.0004383303,0.002336391,0.0004563883,0.002472367,0.003268832,0.00144424,0.892685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007979734,"about_ca_system_score_gemma":0.001722102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004247809,"about_ca_topic_score_gemma":0.01235461,"domain_scores_codex":[0.999602,0.00004846212,0.00001721805,0.00007949048,0.0001812232,0.00007158706],"domain_scores_gemma":[0.9972971,0.0003780728,0.0001006132,0.0002823195,0.000817902,0.001123966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001655613,0.00003277071,0.0002316508,0.00004802143,0.000001184258,0.0000226493,0.00003002532,0.00001045081,0.0001193058,0.0005024683,0.963362,0.03562295],"study_design_scores_gemma":[0.000006251531,0.00001032463,0.000389207,0.0000393694,0.000003041313,0.00003181236,0.00006263602,0.00002819933,0.0001159969,0.0003372219,0.9989717,0.000004284029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009582252,0.0006189907,0.0005433001,0.002341417,0.001159725,0.0001108916,0.006709725,0.004390538,0.9831672],"genre_scores_gemma":[0.001301871,0.0002755648,0.0003145284,0.0007811574,0.0001393133,0.00005228509,0.002158782,0.0005789972,0.9943975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06411475,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599312856842816,"score_gpt":0.3335717858718881,"score_spread":0.31757865730346,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}